Exploracion Final

Number of Variables	13
Number of Rows	71503
Missing Cells	0
Missing Cells (%)	0.0%
Duplicate Rows	0
Duplicate Rows (%)	0.0%
Total Size in Memory	4.7 MB
Average Row Size in Memory	69.2 B
Variable Types	GeoGraphy: 1 Numerical: 6 Categorical: 6

f is skewed	Skewed
m is skewed	Skewed
d has a high cardinality: 51 distinct values	High Cardinality
score has a high cardinality: 101 distinct values	High Cardinality
a has constant length 1	Constant Length
o has constant length 1	Constant Length
fraude has constant length 1	Constant Length
week_of_year has constant length 2	Constant Length
f has 8963 (12.54%) zeros	Zeros
h has 5644 (7.89%) zeros	Zeros

m has 7021 (9.82%) zeros	Zeros

a

categorical

Approximate Distinct Count	4
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	643931

The largest value (4) is over 13.81 times larger than the second largest value (2)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	71503

The top 2 categories (4, 2) take over 50.0%

The largest value (4) is over 13.81 times larger than the second largest value (2)
a has words of constant length

b

numerical

Approximate Distinct Count	4829
Approximate Unique (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	1144048
Mean	0.7431
Minimum	0.4863
Maximum	0.9985
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

b is skewed left (γ1 = -0.6295)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0.4863
5-th Percentile	0.5581
Q1	0.6974
Median	0.7587
Q3	0.8039
95-th Percentile	0.8668
Maximum	0.9985
Range	0.5122
IQR	0.1065

Descriptive Statistics

Mean	0.7431
Standard Deviation	0.091
Variance	0.008281
Sum	53137.046
Skewness	-0.6295
Kurtosis	0.2345
Coefficient of Variation	0.1225

b has 2559 outliers

d

categorical

Approximate Distinct Count	51
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory Size	648732

The largest value (50.0) is over 1.68 times larger than the second largest value (1.0)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	3.5752
Standard Deviation	0.4943
Median	4
Minimum	3
Maximum	4

Sample

1st row	50.0
2nd row	0.0
3rd row	24.0
4th row	2.0
5th row	50.0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	184136

The largest value (500) is over 1.68 times larger than the second largest value (10)

f

numerical

Approximate Distinct Count	84
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	1144048
Mean	14.621
Minimum	-5
Maximum	78
Zeros	8963
Zeros (%)	12.5%
Negatives	654
Negatives (%)	0.9%

f is skewed right (γ1 = 1.5882)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	-5
5-th Percentile	0
Q1	2
Median	7
Q3	21
95-th Percentile	57
Maximum	78
Range	83
IQR	19

Descriptive Statistics

Mean	14.621
Standard Deviation	17.9863
Variance	323.508
Sum	1.0454e+06
Skewness	1.5882
Kurtosis	1.8246
Coefficient of Variation	1.2302

f is not normally distributed (p-value 5.602389848215947e-17)

f has 5190 outliers

h

numerical

Approximate Distinct Count	49
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	1144048
Mean	12.9432
Minimum	0
Maximum	48
Zeros	5644
Zeros (%)	7.9%
Negatives	0
Negatives (%)	0.0%

h is skewed right (γ1 = 1.0917)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	3
Median	9
Q3	20
95-th Percentile	39
Maximum	48
Range	48
IQR	17

Descriptive Statistics

Mean	12.9432
Standard Deviation	12.122
Variance	146.9419
Sum	925481
Skewness	1.0917
Kurtosis	0.4115
Coefficient of Variation	0.9365

h is not normally distributed (p-value 7.667343916528663e-06)

h has 1475 outliers

l

numerical

Approximate Distinct Count	6234
Approximate Unique (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	1144048
Mean	2149.3379
Minimum	0
Maximum	6390
Zeros	158
Zeros (%)	0.2%
Negatives	0
Negatives (%)	0.0%

l is skewed right (γ1 = 0.7266)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	267
Q1	962
Median	1817
Q3	3098
95-th Percentile	5076.9
Maximum	6390
Range	6390
IQR	2136

Descriptive Statistics

Mean	2149.3379
Standard Deviation	1481.5708
Variance	2.1951e+06
Sum	1.5368e+08
Skewness	0.7266
Kurtosis	-0.2924
Coefficient of Variation	0.6893

l is not normally distributed (p-value 8.527617382195295e-05)

l has 136 outliers

m

numerical

Approximate Distinct Count	1041
Approximate Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	1144048
Mean	277.5472
Minimum	0
Maximum	1040
Zeros	7021
Zeros (%)	9.8%
Negatives	0
Negatives (%)	0.0%

m is skewed right (γ1 = 0.9408)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	52
Median	202
Q3	438
95-th Percentile	828
Maximum	1040
Range	1040
IQR	386

Descriptive Statistics

Mean	277.5472
Standard Deviation	264.5493
Variance	69986.3333
Sum	1.9845e+07
Skewness	0.9408
Kurtosis	-0.02185
Coefficient of Variation	0.9532

m is not normally distributed (p-value 3.9260998785024e-20)

m has 294 outliers

o

categorical

Approximate Distinct Count	3
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	4719198

The largest value (2) is over 4.19 times larger than the second largest value (1)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	2
2nd row	1
3rd row	0
4th row	1
5th row	2

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	71503

The top 2 categories (2, 1) take over 50.0%

The largest value (2) is over 4.19 times larger than the second largest value (1)
o has words of constant length

monto

numerical

Approximate Distinct Count	7134
Approximate Unique (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	1144048
Mean	22.6704
Minimum	0.02
Maximum	79.51
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

monto is skewed right (γ1 = 1.1499)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0.02
5-th Percentile	4.51
Q1	9.25
Median	17.5
Q3	31.49
95-th Percentile	58.919
Maximum	79.51
Range	79.49
IQR	22.24

Descriptive Statistics

Mean	22.6704
Standard Deviation	17.0823
Variance	291.804
Sum	1.621e+06
Skewness	1.1499
Kurtosis	0.775
Coefficient of Variation	0.7535

monto is not normally distributed (p-value 0.0011652298559011037)

monto has 2251 outliers

score

categorical

Approximate Distinct Count	101
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory Size	653645

The largest value (0) is over 3.1 times larger than the second largest value (34)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1.8813
Standard Deviation	0.342
Median	2
Minimum	1
Maximum	3

Sample

1st row	100
2nd row	25
3rd row	23
4th row	71
5th row	20

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	134522

The largest value (0) is over 3.1 times larger than the second largest value (34)

fraude

categorical

Approximate Distinct Count	2
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	4719198

The largest value (0) is over 28.3 times larger than the second largest value (1)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	71503

The top 2 categories (0, 1) take over 50.0%

The largest value (0) is over 28.3 times larger than the second largest value (1)
fraude has words of constant length

part_of_day

categorical

Approximate Distinct Count	4
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	643951

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	6.0538
Standard Deviation	1.1795
Median	6
Minimum	5
Maximum	8

Sample

1st row	Manana
2nd row	Tarde
3rd row	Manana
4th row	Tarde
5th row	MedioDia

Letter

Count	432862
Lowercase Letter	344105
Space Separator	0
Uppercase Letter	88757
Dash Punctuation	0
Decimal Number	0

The top 2 categories (Tarde, Manana) take over 50.0%

week_of_year

categorical

Approximate Distinct Count	8
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	4790701

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	2
Standard Deviation	0
Median	2
Minimum	2
Maximum	2

Sample

1st row	12
2nd row	11
3rd row	11
4th row	13
5th row	14

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	143006

week_of_year has words of constant length

Overview

Dataset Statistics

Dataset Insights

Variables

a

Length

Sample

Letter

b

Quantile Statistics

Descriptive Statistics

d

Length

Sample

Letter

f

Quantile Statistics

Descriptive Statistics

h

Quantile Statistics

Descriptive Statistics

l

Quantile Statistics

Descriptive Statistics

m

Quantile Statistics

Descriptive Statistics

o

Length

Sample

Letter

monto

Quantile Statistics

Descriptive Statistics

score

Length

Sample

Letter

fraude

Length

Sample

Letter

part_of_day

Length

Sample

Letter

week_of_year

Length

Sample

Letter

Interactions

Correlations

Missing Values